{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "#os.listdir(\".\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_4 (Conv2D)            (None, 148, 148, 32)      896       \n",
      "_________________________________________________________________\n",
      "max_pooling2d_4 (MaxPooling2 (None, 74, 74, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_5 (Conv2D)            (None, 72, 72, 64)        18496     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_5 (MaxPooling2 (None, 36, 36, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_6 (Conv2D)            (None, 34, 34, 128)       73856     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_6 (MaxPooling2 (None, 17, 17, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_7 (Conv2D)            (None, 15, 15, 128)       147584    \n",
      "_________________________________________________________________\n",
      "max_pooling2d_7 (MaxPooling2 (None, 7, 7, 128)         0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 6272)              0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 6272)              0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 512)               3211776   \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 1)                 513       \n",
      "=================================================================\n",
      "Total params: 3,453,121\n",
      "Trainable params: 3,453,121\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# loading old model that we have saved\n",
    "from tensorflow.keras.models import load_model\n",
    "model = load_model('cats_and_dogs_small_2.h5')\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_path = 'cats_and_dogs_small/test/cats/cat.1700.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=150x150 at 0x2686733BE48>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tensorflow.keras.preprocessing import image\n",
    "import numpy as np\n",
    "img = image.load_img(img_path, target_size=(150, 150))\n",
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 150, 3)\n"
     ]
    }
   ],
   "source": [
    "img_tensor = image.img_to_array(img)\n",
    "print(img_tensor.shape)\n",
    "#img_tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 150, 150, 3)\n"
     ]
    }
   ],
   "source": [
    "# 1 dimention is expanded\n",
    "img_tensor = np.expand_dims(img_tensor, axis=0)\n",
    "print(img_tensor.shape)\n",
    "#img_tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Normalizing data\n",
    "img_tensor /= 255.\n",
    "#img_tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 150, 150, 3)\n"
     ]
    }
   ],
   "source": [
    "print(img_tensor.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.imshow(img_tensor[0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras import models\n",
    "#Extracts the outputs of the top eight layers\n",
    "layer_outputs = [layer.output for layer in model.layers[:8]]\n",
    "\n",
    "#Creates a model that will return these outputs, given the model input\n",
    "activation_model = models.Model(inputs=model.input, outputs=layer_outputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Returns a list of five Numpy arrays: one array per layer activation\n",
    "activations = activation_model.predict(img_tensor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 148, 148, 32)\n"
     ]
    }
   ],
   "source": [
    "#For instance, this is the activation of the first convolution layer for the cat image input:\n",
    "first_layer_activation = activations[0]\n",
    "print(first_layer_activation.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2686e5b30c8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualizing the fourth channel\n",
    "import matplotlib.pyplot as plt\n",
    "plt.matshow(first_layer_activation[0, :, :, 4], cmap='viridis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2686e86a608>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualizing the seventh channel\n",
    "second_layer_activation = activations[2]\n",
    "plt.matshow(second_layer_activation[0, :, :, 7], cmap='viridis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2686e8e8f48>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAAECCAYAAADXWsr9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAKSUlEQVR4nO3d3Ytd5RmG8fs2iUajIRStBEeaCkUQoUaGFAlIG62kVWwPeqCgoBRy0kqkBdGeFP8BsQdFCInWYlQkGijSWkM1WKFGkxjrx6RFgsUhyigiGqGJH3cPZlmmcXBWOmutveNz/WDInslmP68mV9baa++Z10kE4KvtlFEvAED/CB0ogNCBAggdKIDQgQIIHShgrEK3vdH2P2y/bvv2gWffa3vG9itDzp0z/3zbT9uesv2q7c0Dz19u+3nbLzXz7xxyfrOGJbZftP340LOb+W/Yftn2Adt7B569yvYO2webvwOXdfr44/I6uu0lkv4p6fuSpiW9IOn6JK8NNP9ySUck/T7JxUPMPG7+akmrk+y3fZakfZJ+POB/vyWtSHLE9jJJz0ranOS5IeY3a/iFpElJK5NcM9TcOfPfkDSZ5N0RzL5f0l+TbLV9qqQzkrzf1eOP0xF9naTXkxxKckzSw5J+NNTwJM9Iem+oefPMfyvJ/ub2h5KmJJ034PwkOdJ8uqz5GOwoYHtC0tWStg41c1zYXinpcknbJCnJsS4jl8Yr9PMkvTnn82kN+Bd9nNheI2mtpD0Dz11i+4CkGUm7kgw5/25Jt0n6bMCZx4ukJ23vs71pwLkXSHpH0n3NU5ettld0OWCcQvc8XxuP5xUDsn2mpEcl3ZrkgyFnJ/k0ySWSJiStsz3IUxjb10iaSbJviHlfYn2SSyX9QNLPmqdzQ1gq6VJJ9yRZK+kjSZ1eoxqn0KclnT/n8wlJh0e0lpFonhs/Kml7ksdGtY7mtHG3pI0DjVwv6drmOfLDkjbYfmCg2f+V5HDz64yknZp9OjmEaUnTc86gdmg2/M6MU+gvSPqW7W82FyOuk/SHEa9pMM3FsG2SppLcNYL559he1dw+XdKVkg4OMTvJHUkmkqzR7J/7U0luGGL252yvaC6CqjltvkrSIK/AJHlb0pu2L2y+dIWkTi/CLu3ywRYjySe2fy7pz5KWSLo3yatDzbf9kKTvSjrb9rSkXyfZNtR8zR7VbpT0cvM8WZJ+leSPA81fLen+5tWPUyQ9kmQkL3ONyLmSds7+e6ulkh5M8sSA82+RtL05yB2SdHOXDz42L68B6M84nboD6AmhAwUQOlAAoQMFEDpQwFiGPvDbD8dmNvOZ39f8sQxd0ij/Z4/0D5r5zO/jQcc1dAAd6uUNM6f6tCzX///NNx/rqJbptA5XdHLMZj7zFzv/3/pIx3L0C98g1stbYJdrhb7jK/p4aABfYk/+Mu/XOXUHCiB0oABCBwogdKAAQgcKIHSgAEIHCiB0oABCBwogdKCAVqGPcvNDAIu3YOjNj//9rWZ3r7hI0vW2L+p7YQC60+aIPtLNDwEsXpvQ2fwQOMm1+TbVVpsfNj8CZ5MkLdcZi1wWgC61OaK32vwwyZYkk0kmR/mN+wC+qE3opTc/BL4KFjx1H/XmhwAWr9WPkmp29BxqV08AHeOdcUABhA4UQOhAAYQOFEDoQAGEDhRA6EABhA4UQOhAAYQOFEDoQAGEDhRA6EABhA4UQOhAAYQOFEDoQAGEDhRA6EABhA4UQOhAAYQOFEDoQAFttk2+1/aM7VeGWBCA7rU5ov9O0sae1wGgRwuGnuQZSe8NsBYAPeE5OlBAq73X2mB/dGB8dXZEZ390YHxx6g4U0ObltYck/U3Shbanbf+0/2UB6NKCz9GTXD/EQgD0h1N3oABCBwogdKAAQgcKIHSgAEIHCiB0oABCBwogdKAAQgcKIHSgAEIHCiB0oABCBwogdKAAQgcKIHSgAEIHCiB0oABCBwogdKAAQgcKIHSggDYbOJxv+2nbU7Zftb15iIUB6E6bTRY/kfTLJPttnyVpn+1dSV7reW0AOtJmf/S3kuxvbn8oaUrSeX0vDEB3Tug5uu01ktZK2tPHYgD0o/X+6LbPlPSopFuTfDDP77M/OjCmWh3RbS/TbOTbkzw2333YHx0YX22uulvSNklTSe7qf0kAutbmiL5e0o2SNtg+0Hz8sOd1AehQm/3Rn5XkAdYCoCe8Mw4ogNCBAggdKIDQgQIIHSiA0IECCB0ogNCBAggdKIDQgQIIHSiA0IECCB0ogNCBAggdKIDQgQIIHSiA0IECCB0ogNCBAggdKIDQgQIIHSigzU4ty20/b/ulZn/0O4dYGIDutNlk8aikDUmONHuwPWv7T0me63ltADrSZqeWSDrSfLqs+UifiwLQrba7qS6xfUDSjKRdSdgfHTiJtAo9yadJLpE0IWmd7YuPv4/tTbb32t77sY52vU4Ai3BCV92TvC9pt6SN8/we+6MDY6rNVfdzbK9qbp8u6UpJB/teGIDutLnqvlrS/baXaPYfhkeSPN7vsgB0qc1V979LWjvAWgD0hHfGAQUQOlAAoQMFEDpQAKEDBRA6UAChAwUQOlAAoQMFEDpQAKEDBRA6UAChAwUQOlAAoQMFEDpQAKEDBRA6UAChAwUQOlAAoQMFEDpQAKEDBbQOvdlo8UXbbN4AnGRO5Ii+WdJUXwsB0J+22yZPSLpa0tZ+lwOgD22P6HdLuk3SZz2uBUBP2uymeo2kmST7Frgf+6MDY6rNEX29pGttvyHpYUkbbD9w/J3YHx0YXwuGnuSOJBNJ1ki6TtJTSW7ofWUAOsPr6EABC+6PPleS3ZJ297ISAL3hiA4UQOhAAYQOFEDoQAGEDhRA6EABhA4UQOhAAYQOFEDoQAGEDhRA6EABhA4UQOhAAYQOFEDoQAGEDhRA6EABhA4UQOhAAYQOFEDoQAGEDhTQ6ue6N9sxfSjpU0mfJJnsc1EAunUiGzh8L8m7va0EQG84dQcKaBt6JD1pe5/tTfPdgW2TgfHV9tR9fZLDtr8uaZftg0memXuHJFskbZGklf5aOl4ngEVodURPcrj5dUbSTknr+lwUgG4tGLrtFbbP+vy2pKskvdL3wgB0p82p+7mSdtr+/P4PJnmi11UB6NSCoSc5JOnbA6wFQE94eQ0ogNCBAggdKIDQgQIIHSiA0IECCB0ogNCBAggdKIDQgQIIHSiA0IECCB0ogNCBAggdKIDQgQIIHSiA0IECCB0ogNCBAggdKIDQgQJahW57le0dtg/anrJ9Wd8LA9Cdtnuv/UbSE0l+YvtUSWf0uCYAHVswdNsrJV0u6SZJSnJM0rF+lwWgS21O3S+Q9I6k+2y/aHtrswcbgJNEm9CXSrpU0j1J1kr6SNLtx9+J/dGB8dUm9GlJ00n2NJ/v0Gz4/yPJliSTSSaX6bQu1whgkRYMPcnbkt60fWHzpSskvdbrqgB0qu1V91skbW+uuB+SdHN/SwLQtVahJzkgabLntQDoCe+MAwogdKAAQgcKIHSgAEIHCiB0oABCBwogdKAAQgcKIHSgAEIHCnCS7h/UfkfSvxbxEGdLerej5ZxMs5nP/MXO/0aSc47/Yi+hL5btvUlG8k00o5zNfOb3NZ9Td6AAQgcKGNfQtxSdzXzm9zJ/LJ+jA+jWuB7RAXSI0IECCB0ogNCBAggdKOA/4gi4Dusidy4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "eight_layer_activation = activations[7]\n",
    "plt.matshow(eight_layer_activation[0, :, :,20 ], cmap='viridis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
